{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a8a5e0f2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# -*- coding: utf-8 -*-\n",
    "import os, sys\n",
    "import tushare as ts\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import talib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "886cfbd5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "本接口即将停止更新，请尽快使用Pro版接口：https://tushare.pro/document/2\n",
      "                MACD  MACDsignal  MACDhist\n",
      "date                                      \n",
      "2022-01-06  0.271267    0.160372  0.110895\n",
      "2022-01-07  0.418678    0.212033  0.206645\n",
      "2022-01-10  0.540568    0.277740  0.262828\n",
      "2022-01-11  0.612356    0.344663  0.267693\n",
      "2022-01-12  0.613758    0.398482  0.215276\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "code = '601318'\n",
    "# if len(sys.argv) ==2:\n",
    "#     code = sys.argv[1]\n",
    "# else:\n",
    "#     print('usage: python talib_rsi.py stockcode ')\n",
    "#     sys.exit(1)\n",
    " \n",
    "# if len(code) !=6:\n",
    "#     print('stock code length: 6')\n",
    "#     sys.exit(2)\n",
    " \n",
    "df = ts.get_k_data(code)\n",
    "\n",
    "if len(df) <30:\n",
    "    print(\" len(df) <30 \")\n",
    "    sys.exit(2)\n",
    "df = df[ df['date'] > '2020-01-01']\n",
    "df['ma10'] = df['close'].rolling(window=10).mean()\n",
    "df.index = pd.to_datetime(df.date)\n",
    "dw = pd.DataFrame()\n",
    "#close = np.array(df['close'])\n",
    " \n",
    "# 调用talib计算指数移动平均线的值\n",
    "#df['EMA12'] = talib.EMA(close, timeperiod=6)  \n",
    "#df['EMA26'] = talib.EMA(close, timeperiod=12)   \n",
    " \n",
    "# 调用talib 计算 MACD指标\n",
    "dw['MACD'],dw['MACDsignal'],dw['MACDhist'] = talib.MACD(df.close, fastperiod=12, slowperiod=26, signalperiod=9)   \n",
    "print(dw.tail(5))\n",
    " \n",
    "# 画股票收盘价图\n",
    "fig,axes = plt.subplots(2,1)\n",
    "df[['close', 'ma10']].plot(ax=axes[0], grid=True, title=code)\n",
    "# 画 MACD 曲线图\n",
    "dw[['MACD','MACDsignal', 'MACDhist']].plot(ax=axes[1], grid=True)\n",
    "plt.legend(loc='best', shadow=True)\n",
    "plt.show()\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d2935ecb",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b4cc17ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ZGXiux+HnAxFZsfScmVO6SGqXdvLMeXgaPWuUpZN/J0LdQvnuyHeMjhyNEIJjmccAaOPTpnScRmho5d2KfWn7GNxsMNdEXQNAmHsY/UP7cyr11MWdFJV/FVf2zH3+VFjxQp2H9wjsQZG1iD0p/44Fl2WnlqHT6Ph61NcEuQbh5eTFQ10fYkfyjsve9n6qKJVIiwWM5bw4hGAO4/ETufTaX+662P0twmbm4eGtGNkukL8OJFVexMyKVV6zz5Q2aYSmVsUOoNPomN5+OvvT9rM+YT0f7v6QuYfmotPoaOHZosJYf2d/ALr4d6nQ3smvE8mWZDWZmUqduXKVe/YZ5QdZWPf13L4hfTFoDKX2ziudPal7aOfTrtQODDA+SvEJP5Beew6WpkpcbhwJ5my6FRdXUO5HknJZf7aKAJKCVNj/EwAj2gaQnFNIYk5x5XEA27+EzwdBTuUSbzUxseVEPAwePPjPg3x54EsyTZlMiJqAXlvxCfH66OvpH9qfKdFTKrR3D+yORLIuft15HVfl38uVp9zNBbBxNpxaq7wvrnuhYxe9C31D+rI8dvkVn90vrTCN/en76RbYrUK7q96VULfQUrPB5cg3B79Bh4bhBUWl7o8mi40Xfj1Ike6cmXbUcPCJgqN/ADCsTSA/GN5gyt5bz92twuYPIWlf6fi64qRzoluAcq57F5lYOXklM1tOrTSub0hfPhvxGR4GjwrtPYN6EqgL5NWtr7In9d/xZKlycVx5yn31K7DqJVj+rPK+OPe8Nr+9w+2kF6Uz/+j8SyBc0+GHIz9gl3aub319pb7O/p1ZEbeCV7e8isVuaQTpLpxT2adYcnIJN7hEEqQxlkZWvrj0ILvPZPGfCb0rbqDRgXtQqe+7v7uRvprDGDHz8s+bKbZWsbjqFgRnz1/Bdg1Uogs97HY4sxU+7a08CdQBjdBwf+D9+Dr7cs/Ke4jNiT3v46v8u7jslbvenK2YXkpspHGblFezo3L6eSr37oHdGRg6kK8OfIXZVnuCqcuRQkshPx37ieHhw2nmUTkMf2j4UAB+Ov4Tn++7vFzI3tz+Ji46F+5OTwODsioqpWTl4RQmdQ1lVLfWVEiE4hUOemeoItAobs9q/vhtMZzdW7HDPRCKzj/g67pW19HJVMwtOXlQ7Lg+93ynvP72EBxYVOP2Pjofvh71NVa79YqffKhcPJe3cj+zlf6bp8EHXeBlLzj6J+QmlfXrXRWzzHlG+I2KHEWeOY+UwpQax5msJuJz4/k95vfLaiZ1NO0AeZY8JkRNqLJ/dMRolk1axvgW4/nywJeXzWfLKc5ha9JWbnOPxiflkGJLBxKyisgqtNAt3Bs0WnDyhJCuENYT+j/iUO4OM5y9LBf7dT6nuW7/XfDF4IoHcva+IOXuafTkh6QUZS2g5ImoZIF297ewuPYEZYGugYyMGMlvMb9dsZOPpkZDJ9ubO3cuDz744EXv5/JW7sGdsejcoNiRKW3Hl1CYXtYf2g3sVrCazmu3fs5+AGQU1VxH84l1TzB2yVie2/gcT294+ryO0ZjELVVy6JREXZ6LEIJwj3Ae6voQdmm/bKJ2SxaBu2dWXOzcn6BcH53DvJSGMW/D1e/BnauUBGJ6l7KZe17Z5GC03FTlcbKkKwU5afx9KJmFO85UbbqpjQJHummr+bwnH/1D+5Nvyedsfs3FvlXqjpQSu/3KKrJyefu5653Z1P97hqybqLzPPqcQQ1gPiN0ABem1ZgEsT4lyTy9Kr3ZMgaWAdQmK50K3gG7sTt1NfG58lWaOJoWUxJsz0Tl7EFI+wKcKgt2CCXINqpCrvClzIG0/AkH7lIpBWPsTszFoNbQOcszAOt9QcUOdU9nM3bEQn+7bG7+MbVTFshMmRmvTuee7XQCsO57Gpzd3Pz9h8x3JUq0msJbzzEk+CB4h4OJT7abBrsEAnC04S6Rn5Pkd9wKYtX0WRzOPVtt/IWls2/i04eleNU+IYmNjGTduHAcPKgVT3n33XfLz81m7di2dO3dm3bp1WK1W5syZQ69evZg5cyYxMTGcPHmS9PR0Hn74YR566CEA3nnnHX766SeKi4uZNGkSL7/8MrGxsYwePZrevXuza9cu/vzzTyIiIqqU5bHHHmPFihUEBQWxYMEC/P392bt3L/feey+FhYVERUUxZ84cvL29GTJkCO+++y49evQgPT2dHj16EBsby9y5c/nll18wm83ExMQwadIk3n77bQC++eYb3nzzTby8vOjcuTNGo/G8zmdVXN4zdwAh4DGH8sk4AQi4ex0MewHaTVTaYzec1y7rotz3pe0D4PMRn/Nq/1cB2JB4fsdpFKzFpGu1+Nhs6ETtP8hg12BSC6vM2tzk2Be3hihzMa6FFU0mx5LziApww6ir5vPqXcqUe9JeMHqQEDau2uP0ad8SX00hi+/twwNDo/jzQDIHE3OqHV8lJcpd2qC8Z9Zn/WHBTTVuWnJTTspPqnHclUxhYSF79+7l008/ZcaMGaXt+/fv559//mHLli3MmjWLs2fPsmLFCk6cOMH27dvZu3cvu3btYv16pQjLiRMnuP/++zl06FC1ir2goIAePXpw6NAhBg8ezMsvK3nob7vtNmbNmsX+/fvp2LFjaXtNHDhwgIULF5a+xsfHk5SUxEsvvcSmTZvYuHEjhw/XT5T85T1zL8EzDII6KvUxtXoI6aL8SanMylLOb+bpbfRGp9GRVFD9j2dDwgYMGgOdAzrjqnclwiOC9YnrualtzT/MRsdcQK5Go3hs2CygM9Q43N/Zn+NZxxtIuAvjaOZR4vPi2ZFzgilFlf3TT6Tk0z2ihjrtemdl4d1coNjAvSLI9SiXHlajU8x73s1h8hxaxm+HY1a6e+YR3Sye/xOw4lAyHUJrD2gqZXu5heo/HlNenX2gKBMya45EDXQJxFXvyu7U3VzX+rq6H/MCqW2GfTE5yi+UG2+8EYBBgwaRm5tLdnY2ABMmTMDZ2RlnZ2cGDhzI9u3b2bhxIytWrCjNhZ6fn8+JEycIDw8nIiKCPn1qzqWk0Wi44Qblae+WW27h2muvJScnh+zsbAYPVtZjpk2bxpQpU2raDQCDBw/G01O5Ttq1a0dcXBzp6ekMGTIEf38lgO2GG27g+PGL/81d/jP3Evrcr7x6l7MjCwFOXmCqPKvaG5/NrriqA5y0Gi1hbmHE51VdbzPXnMvvp35nUNggXPVKMqqBoQPZkbSj6fvHm/PLlHsd1iICXAJIKUxptLSzUkq+OvAVC44uYEfyDo5kHCEhL4Fim6LED2UcYsrvU3h87eMY0XBtnsMLpccdMONvCs1WErOLaBlQw6JYSSDR/KmQFQde4di15R6LQxyxAH0fUNZx/JR87XzYDbefJjMyQssXG06x6nDNC/DKsQzgEVqx7dAS5fWqN7E5+xHnFE2h2VrtLnQaHaMjR7MybuUVnaJap9NVsIObTGXX67mpMUreV9UupeTZZ59l79697N27l5MnT3LHHcri9YVUY6otLUd5ucvLDGAwlE2mtFotVmv13/PFcuUo9y43wW1L4eafK7Y7e1VS7na75NEFe3j1jyPVKq1m7s2Iy42rsu+rA1+RW5xbobjHsPBhmO3mCvm4mySWQkW52+wVbb3V4O/iT5G1iEJr4yiR+Lx4Ptj9Aa9ve50Zf8/g+j+uZ8wvYxi3ZBwZRRl8d1hxJXy026Ms9+hNa4vDC+WqNyG8DzGpiv96q5qUe75DKZ9er8yafSumBMC/tfJacq34O2b1jhS8b45pRqsAdx6cv5tcUw1xAUXZSg3XrtUESOmdOWYNJCElg+d+OVB1AjMHE6ImUGQtYtWZVdUf7zInMDCQ1NRUMjIyKC4u5o8/ygLHFi5cCChZID09PUtnw0uXLsVkMpGRkcHGjRvp2bMno0ePZs6cOeTnKzf+xMREUlPrbmq02+0sWqS4qf74448MGDCg2pzyAJGRkezapazHlGxXE71792bdunVkZGRgsVj4+eefa92mLlwZZpkSWgyp3ObkCabsCk0ajeCuQS14fslBnlq0nzev7YhOW/E+F+ERwc6UnUgpK9ypCywF/HD4B8a1GFch6VOPwB70Ce7Dp3s/5ermVVf2aRIc+JlcrYZoc91m7t5GxZyRXZxd+pTSkOxKUX4k7w15D3eDOwl5CRRYCnh/1/tc8+s1FFgKuLntzdzR8Q44uBo8m8FNP4FOmXkfTVbiHFoFVq3cbdnZ5K4/grHQgIu/GWzF0Kw3pKBEt5rzwDtSGZzjcFv0CFV86B2xFD5aE69MaM+kTzez4lAKk7uHVTyIKRe+m1RmbpHlvDIm/h/8eh8ASQWQbtLgJor4de9ZdsRmsezhAXi5VDaddQ3oSqhbKCvjVpYmGLvS0Ov1vPjii/Tq1YvQ0FDatCn7vZWUnLNYLMyZM6e0vVOnTgwdOpT09HSeeuopQkJCCAkJ4ciRI/Tt2xdQXBu///77Oi8Cu7q6sn37dl577TUCAgJKbyzz5s0rXVBt0aIF33zzDQBPPPEE119/PV988QVXX127LggODmbmzJn07dsXLy8vunTpUtdTVCNXlnKvCicvyE+u1HxTr3BScov5cPUJ2gR7cMeAim6B4R7hFFmLSC1MrVD6bE/qHsx2c2kOlhKEEDzZ80mu++06lsYsJYKqF2canQ3/IzcizGGWqX3mXpJ3JsuURahbaC2j658/T/9JiGsIw8OHK+XtFEcRjmYe5Y9TfzAobBD3d3GY5ApSwacFBLYDlCe0uZtjaebjTKRv5RuTvbiYUxMmYk1JQWPwodU1KWh0EsL7QspBeGSv8tRXlAX/vAYB7ZUNhVBMMyVRqqZsukR54e9uZO2x1MrKPfMUJO4se59ezp7a5Sb4/VGwFTNrdRzjNE509LfxzYie3D53B3M2nubxUZXLwwkhiPaO5kzemUp9VxIPP/wwDz/8cIW2IUOGcMsttzB79uxK4zt16sS3334LlOVzB3jkkUd45JFHKo0v8cSpiZIZ/7lUl1O+TZs27N+/v/T9a6+9BsD06dO57rqyNZLyTyK33347t99+e62ynA9XjlmmOpy9lMfhcxBC8PjI1vRp4cNn62IqPQJHuCvKuWQx0S7trItfx8d7PsZZ50xn/86V9tnau3WTX4C0AQUaDe52WaeZu5fRC6BRSvDF58WzLWkbE4P6ojnnRvRK/1f4YewPfDT0Qzxit4DdBjkJyszdwfJDyRw6m8tjI1pXejIDMB06jDUlBY+xY7CbNRSkGEBrBFfFWwpXP/CNUlxqHz8CncvlgokcCCUZIYtzEUIwuLU/G06kY7Wd4y99bpR0i3OCotyVyUNSgaBbVAh6u4mhbQIY3T6Qb7fGYbNXbToMcQvhbP7Zf2UZPpXaufKVu4uvEjBir9p++cjw1qTlFTN/u2MGtG8BFGTQyb8Tfs5+vLDpBd7Z8Q5DFg7hwX8e5FDGIaa1n4aL3qXK/bXwasGp7Kabdztfo3zldZ25+zgp/tbZxdmXUqxKJBck88S6J3DSGrl2/f/Bxvcr9Os1ejr5d0Kz7XP48Xolq2NecoV4hkW7Egj3cWFCl6qfOAp3KbPpgCeeQBj0FKYalXQEVeERoszYSxj1KqZh80g/5IYszAZgSLQ/OUUWdsWdcyMsv+bTrA90rzhDszueDAdHeeDj5VnqljmuUwjZhRb2nKn6xhrsGkyhtZBc8/ml2LjcWbt2LT169KjUPnPmTJ544okL3m/v3r3p0qVLhb8DBy7f7KhXvnIP6qhEH6ZXXV2ob5QvvZv78O7fx3h/8VpYcg/8dBtuBje+GvUV/s7+fHv4W1z1rswaOItNN27igS4PVHu4cPdwEvPPLx1sgyEluRpFQdXVW8bX2RegfqIh6xgBaJd27lpxF7E5sczq/iSBZhPEVJOGecdXymv6MUBWmLkfSMyhZ6QPWk1l7wYpJXmrVmFs2xZ9SAiGiGYU5+oqBDjZ8vPJW7WKzB9/xF5QgLTZKNiyheTX3+DkqNHE3f8EaQc8KFryCQBDowNw1mt5a/nRisW2yyt3r2bKTSK0LOhpe3PFrNS9R98K0bKDo/1xMWj58J+TVS6u+rsornM1xWOo1J1t27aVetSU/HXs2LGxxbpgrnybe8mPKHEnBLSpcsjbkzvx9vJj/LlzB48ZUeytQJRXFAvGLSC9KB1/Z3+0mtoXYAJdAskqzsIim142RY3dTK5j5u5eXrnb7fDXU9B9mnIzLIer3pVIj8iLj1Ld8z0sfQD+c7zUDFEdu1J2EZsby5sD32Sok2PWnbhLyRNUvvhGXjJkOkrPlST3cszcU3JNpOUV0yG0YurcEor27MG0bz+Bzz0HgLFNewq358FAZeanTUri9ISJWBKVG3XmV19jOVvxBmeMjsZ84ii5B1NwAVyNOv53fWce/2kv93y3i8X39VMGlij3oE4Q1kv5f8bfiu888PXZcB4xLGZzu1aQXJbnxsNJzzNj2vDi0kPcNmc797auaH4pMZk19FOVyuXBlT9z920FRg9FOVRDhK8rH9/Yhat9lB+vNJctoOg0OoKM3mgPLalTDpAAlwAAcqznGbHYAGhtReSVV+65iYpizzur5OWZX3UAVrfAbmxN2npxdvfDS5XX+KpD+suz7NQyXHQuDGs2TMmdDorbYdyWigPLZ2tMdJTMc8zcSyJGqwssylu1GvR6PK+9FgBjVBTWlDRsBYUU7t6NzzvvYDeZCPv4I8LnzkUXEgw6HZ6Tr6PlurW0OXKY5r8uwbVdKPlnnUuvjbEdg7l/SEt2n8kiu9CR2MvkMJvcvRZ63638r9WD3pmYtHzWHktlfKcQ5QlD76K4S9oUxX9b30hmXdeR7acz2Z5ccfZeqtzP8QZTUYF/g3LXaJQMgAk7axwmdn3DowWzlf/t1oqLWGvfUjL2nVhZ6+FKPGuybdkXKvElQ2ctU+4eNruSZnbtm6W5zKtjWrtpmKwm5h6ae+EH94lSXmuJviy2FbMidgXDw4cr6xq/l/NwOH1OFaKkvYAAt0BH8jhRGiC050w2GgHtgivP3G35+eQsXozboEFo3RQvGmNLRT5zzEmSXnwRu4srkQsX4j5iBK59ehP5/fdEb9tK8Msvow8MRAiBEAKnyCAs+RpkYZndu08LX6SE7acdQXJ5SYrX1jlPfkeScrn20814OOm5pY/Du8rJS3ktl3VySvdm+LkZ2ZNSMeCl1JOpuOEXu1WaPle+cgfF2yHlUFn+kKo4WDH46OG568oUfK7Dhl5Yu22zZAEy3161+1RjorUVlpplPK6aBe4hkHa0TJFUY3Zq4dWCMc3HMP/o/Auv4ensCP+vQblLKfnhyA/kWfIYn5mquAiW4BcNyfsrbnB2D/i1VtJPALgHg85Qmr+9e4Q3rsbKlses73/AlpOD3733lrY5tWsHQhB/3/2YT8ZQMGYMhrCKC7EaV1fEOb7R+mB/QGA5E1Pa1rmZJ0adhvdWHufNZYcpOLKKwuCeleT4ZM1JpJT8+kB/Iv2Um4wNdwqSDRWyU2o0gqHR/hxIt1XwxCmp36qaZVSq4t+h3EO7K4/1JY/4VZGbUOFt5sntZTOvkgRb9tpDhUvKoxXZml4aggpmmU5TFV/tvKRyyr36JZiSiMj9afurHVMjjnQBP2Tspt+P/ej2XTe6fteVbt9146kzTzHsp2GMWjyK93e9T5/AXvTZuxh2KUEhdLpBiRLNOye8/+xeJYdQiR3eqxlxGQXc/d0ujqXkMaVH1Rk6s35aiOuAATh37FDapg8JIeCpp7BlKt+5qUfdsjzqgxXHe0tc2U3LqNPy8HAlRcG6zZtxLUrk7ZPNWLZfKbxttdmJTS9g+cFkpvRoRjOfMs+rlPlrObPWj6K9FZ80h7cNpNAKm2LK0lA765zxMHiQkFfx2r1SaOg86ucSGRlJenrDLVavXbuWceOqT1h3vlz5C6pQblF1F4Q7kgR92k+Z8d38k+IHn1Ux1UA3XSzLDpylb5Rv2Yy2Dq6DJcq90N70cn7orEXkajVohQYXnYsy043bVCfl3tG/IxqhYXvydvqG9D3/g1uL+cvVhbc0OfTx60M733ZohAa7tBMTF4NfkB9F1iI6+XZg6pF1CGlXfM5txRDRT0mFe3p92f7ykpXgtOAucEaxxec7BXP1hxux2SXPjGnD5G5hlcSQVivWpGS8Jk6s1OczfRpadzeM0W1Iyajbj1ofrGRotCZX9JB6YGhLHhjaEtum/bASzvj2Z+6PyrqAXiuw2CQGrYZpfSMrbFdSw6Ngy3acx5RlOxzaxh8Pg+DRBXt4eUIHrumsHLejf0f2pu6tk6wqVXMhKYsvB/4dyt09CDzCKi6qph5S/g4sKquAM/ZdaH8tfDmEYdZE7jqQzH/HtcNYotyrCIY6F1e9K1qhbZLKvcQs465zVVIqeAQrM/dCx2ywBm8gd4M7fYP78tWBrzAVpPF04EBoPbrOx04pzuFVXx86mYr5v14vofMqU7xr89YypN8Q5U38Djj4oJLNs8cM2PqpouTdgxSvE0uRksUxfjsAtuAunD6whZbAsngdWo3gj4cGlJo5zsWaoZRk1Dky8JVHCIHX5MkOodbW6XNpA5SZuzW16qRh2phV4BfNF/ddy7srjvPZuhj6t/SjTwtfekR4E+5bMV5C2hS3TUtyxf0ZdVqe6eXEwjgjD8/fg4eTjiHRAfQL7sc7O9/h/V3vM7nV5EtSTyD5jTcoPlJ9PnerzUbmeSpHY9s2BDk8lWpDSslTTz3FX3/9hRCCF154gRtuuIEHHniA0aNHc8011zBp0iS8vb2ZM2cOc+bMISYmhmeeeYbvv/+eDz/8ELPZTO/evfn000/RarW4ublxzz33sGrVKj755BMGDBhQ5bHffvtt/vrrL5ydnfnxxx9p2bIlsbGxzJgxg/T0dPz9/fnmm28IDw9n+vTpjBs3jsmOa8jNza00//zMmTPx8/Nj//799OzZk++//x4hBMuXL+fRRx/FxcWlWhkulH+HWQaUbH4li6q2cuaV8qXNut4Crr4Q0pV2xJBZYGbWX8c4kahUzYk5c4b84ppNM0IIPAweTVS5K2YZd4PDjOEeopiaMk7Wafvnez9Pa+/WfH9qKTuW3nFeFYRWmRLJ02p4JT0DXfqx6geWhOk/vAdGvgLjP4COU5RFUyhN8iWP/41Z78FNf1o5Eq8kgTpc6Ml713euVrEDWNOU77Iq5X4haHwCEBqJNaOKql3mAuXJqNVIdFoNz4xpw7onhzBnWk/uHRxFj8jKBTmsGYpZyJJe2dsqxE3Dz/f0JdDDyNcbTwMwoeUEOvt3Zs7BOYxdMpZH/nmEz/d9fkXlev/ll1/Yu3cv+/btY9WqVTz55JMkJSUxcODA0sRdiYmJpXnQN2zYwKBBgzh27BgLFy5k06ZN7N27F61Wyw8//AAoOdp79+7Nvn37alSqnp6eHDhwgAcffJBHH30UgIceeohp06axf/9+br755krpEapiz549zJ49mx07dnDq1Ck2bdqEyWTirrvu4vfff2fXrl0kJ1dOk3IxXNTMXQjxGHAnIIEDwO0o2T8WAL7ALuBWKWXjF3sM6wFHflOqMlVXe1LvrLyGdMP58FLaeVuZs+k0/fRnaaWFI8ePcfP/1rH4/n6EejlXeygPo0ejZVGsCZ21kDyNBg+jw4PEw5GoJcVRHMBUc6RjM49mfD/2eyb+0J83vFxZZMpF61y3HObptiJ0UtLcYi0rMVcVaUeVvOYejipR3acrry5KMBWFmeAdSXLcUc4UhxCfY6FHoBbS4YUbR6BvW7MPvdWRDbC+lLtw8kDrZMOWWYXHyukNyrXWckRpU0QVOW4qyOe4+ZiTsyslrQMw6DTc3DuC91YeJyXXRKCHJ9+P/Z5D6Ye49a9b2Zi4kX/i/+Hn4z+zZMKSshv5RVDbDPtS53PfuHEjN954I1qtlsDAQAYPHsyOHTsYOHAgs2fP5vDhw7Rr146srCySkpLYsmULH374IZ9//jm7du2iZ09lMbuoqIiAAMVVWavVVsjzUh0leeNvvPFGHntMybu/ZcsWfvlFccC49dZbeeqpp2rdT69evQgLCyMvL48uXboQGxuLm5sbzZs3p1UrZX3mlltu4Ysvvjj/E1QNFzxzF0KEAg8DPaSUHQAtMBWYBbwvpWwJZAG1V/1tCMrb3Ve+pPxfLpoRv9Zl/4coSf3njtKz9IH+DAxTHjkHB5jINVl47pcDNebzaMoz91yNBneDl9Lg7lDuqUeU19xEsFkxWWws3ZtIam7lCFZnnTOPFus4aTCw5tSfVR7nWOYx5h+dz+xds1lzRokszbCZ8LFL5YKrIr9+KTmJZd4vDmx2id3h9nc2KZE9Z7LIz0pB4+LLpmeGEeys+H/rXX1rPQfm2FhlbHg1aQbOF6MHemc75qQqblgnVypF2iP61WlX0m7Hmp6OzkVgySwib1XV6XyHRisKanNM2bpAe7/2rLl+DTtv2cl3Y74jpTCFRcdrTzd7ORMaGkp2djbLly9n0KBBDBw4kJ9++gk3Nzfc3d2RUjJt2rTSaNNjx44xc+ZMQMkqWRc7e/mb6/nkcbfb7ZjNZZPI8mXzLnUe9xIu1iyjA5yFEDrABUgChgElV9U8YOJFHqN+CO4CQqMo9xLlcvMiCOwAEz+D25eXG9sZEARk76NzMy+MhYopwN2UxKMjWrHueBqHzlY/y/UwNk3lrrMWkabT4VsyC3YPUl7Njux50gZ5Z/lkzUkeWbCXaz7exNnsyl4/ozJTaGax8NjON3hmwzNM+X0KD6x+gP9u+i//WfsfJv8+mTe2vcHXB7/m4TUPsylhAxk2E744fkw1PSHkVlTu2YVmer+xmpFfKDk+3vplC5M+3YyXzKN183DlBzf+A+h8o2J6q4XimJNo/fzQeddQmel8MLrjGmyiKCYZS1I5U4iUSlxE80Gl6Ydrw5adDVYrPr3cMPgaSH/zReSObyChYgBe22B3InxdeOuvo6Tmld2APY2eCCHoEtCF7oHd+eHID3x94Gt+PfkreSXf8WXIwIEDWbhwITabjbS0NNavX0+vXkqkb58+fZg9e3apcn/33XcZOHAgoGSPXLRoUWnu9szMTOLiqq7RUB0l6X0XLlxYmjK4X79+LFiwAIAffvih9Hjl87j/9ttvWCw1R6m3adOG2NhYYmIUN9r58+efl2y1ccFmGSllohDiXeAMUASsQDHDZEspS25LCUCVWZuEEHcDd4OSlH9tHRewzqVkwaIu9HBphnn/CkCic2/N7sPJ0PZ1yAZ2VEwQ1NWjNa4bP2K7uTV9cpOUu2BBKmGFJ9Fr4KWftvBQV6cqj2PKMpFvrbtcDUV4cQ7JbhpsGTbWrl2L1lrIQEefXejQSCsr//yVLw9F4e8syC4wcf3Ha/hvH2eMOmXWorUWMdCUzZ3ZFl7y92VD3AYCdAGczDtJljWLIllEO+d23OBzA+5ad15LfI3Zfz+IxW7CHydsGgNnTxwkRq4tlav8dzggI45kfXNOOt5/faCYjHwrQ8K9IRWuDi0iyMuAz8l8EgrM7Ck5x95TYcOmWs+Bz7bt2P38av1uzue66h1pI/0g7PnoY/S9gilyDkZrK6J3dhzH/cdwto770SUk4AsUGwReURmkbjdj/vEJjJ5W1g5eQn5BYalMd0TbeW1rMQ9+vZb7u1S+DnvKnhwqOsTs3bMBmLdzHvcF3IdBU3NZxRI8PT0rpMytCZvNVuex50teXh4jRoxg3bp1dOzYESEEL7/8Mq6uruTl5dGzZ0/+/vtvAgMD8fHxITMzkx49epCXl0erVq14/vnnGTFiBHa7Hb1ez7vvvouPj0/pvmtCSklKSgodOnTAYDAwZ84c8vLyePPNN7n//vuZNWsWfn5+fPrpp+Tl5XHjjTcydepUOnbsyIgRI0plLCwsxGq1kpeXh81mw2w2YzKZsFgszJ49mzFjxuDi4kLfvn3JysqqVi6TyXR+OkVKeUF/gDfwD+AP6IFfgVuAk+XGNAMO1rav7t27ywtlzZo1dR+89EEp3wyX8qtRMvfZITJv/Ybqx+7+TsqXPKT8+irl9bNBymvaCfnJmhMy4uk/5F8Hzla56atbXpW9vu11fh+kAdjzyQjZYW4H+cvxX5QGm03KlzyVz/XFMClf8pDP/fdp2f3VlfJUWr5cczRFRjz9h/xiXUzZTlKPSvmSh7S/5CHjtn8m7XZ7aZfVZpXxufEV2n45/ovsMLeD7DC3g1w4Z6CU77RWvodylH6HplxFlg3vS7vdLr9cHyMjnv5Dvvv3USmtFkXWf16XsihHGbfpw/P6/JaMDHk4uo1M+7/Pah17XtfVO63kqRG9ZMzVoxW55oyVcvMnyv+ZsXXeTe4//8jD0W1kwXtTZdEjPvJwdBuZPS1Q2c+RP+Saf/6pMP65X/bLtv/9S5os1mr3WWAukD8c/kF2mNtBTlo6SeYV59VJlsOHD9dd7tzcOo9tSJqiXBcjU1XfCbBTVqNXL8YsMwI4LaVMk1JagF+A/oCXw0wDEAY0nRSJod2VqkypR0jblE3G119XP7b5IOX1zGbltestyuvmD7lrQCQt/F35ZlNslZt6GDwoshdhL19xpwmQKpXo0jB3h9lDo1Hy7gAEdcCOIEKXwe8P9ae5nytDogPo0syLPw6UMzfkKHVlBRBuq7jgp9VoCXMPq9A2Pmo8U3Pz+G96JpNxBSeP6m3uOY5LxTOM//y8j9eWHWFE2wAeHdEatDrFYyY3scyl1adF1fuphsLtivuka5/e57VdrWj0uLonUnwyVimyFLcRjv+lrON4171oS97q1WhcXHC65S2MT6xE6MCU5ajvuuAmuux9oYKn15DoAArNNnbGVp9+wEXvwk1tb+Kdwe9wIusEGxM3XuinVLnMuBjlfgboI4RwEcqveThwGFgDOJyFmQYsvTgR65GSRdXiHFyjvCjaswdbNVVWKmQfbH8ttBql/L97HvpDixjUyp8DiTlVFlLwNHoikU3OzpmMYp8Ncyu3YGlQ/KyLDH4kS2/6+eYT7FnmCTSsTQD7E7LLUtjmlLtXF1VdYLw8Oo2O5zOyuD4vH01xnlL2sLCa7RxRwrEWL37ZnciM/s354tYeZSl7vcKVYLO4Tcr6SYuhdfzkYC8oIP3zL9B6eeHUoUPtG5wPzt7oXWyAwFrk+EmdXl+WAbIu8plM5C3/G/dRo9D4RyDCuuHkKzBl6kvz5XjlHISvhsP/DYCcBPpF+WLQalh3vAbvIwcjwkfgonNha1LlykH/diZNmlQpj/vff//d2GJdNBes3KWU21AWTnejuEFqgC+Ap4HHhRAnUdwha5geNzD+bZWse4BHtzCkxULqO+9WPba8C1lg+zLXPIDcs3Ru5kmh2cbJ1Mo3h45+Strc1WdW15vo9UGysKBDlGauBEp91Y/l6kiTXoQbKy4EX2PYSRviWF+iQHISFMVq9CwLfqorRg/wbwPJB6r2kXfcOL45aMHVoOXh4S3RlM/F7h0B2XFKMJmTZ+mNqS4kv/4GxceOEfL2LISunmP3Jn+NrutVAFiLynlglLia1oH8tWux5+fjeU1Z+UannkMw5bkhHyiXiiDtGKQcgOXP4mrU0bO5N2uO1l7sWafRMSJiBH+e/rPOxT3kv6TC05IlSyrlcR89uu4Beg3BhXwXF+UtI6V8SUrZRkrZQUp5q5SyWEp5SkrZS0rZUko5RUpZe8x+Q6HVKV4zgHPzQHymTyd74UIK9+ypNNRuKiZlnw+5Z5xIXnqcosPHyvSR3UrnMC8A9sVnV9q2a0BXQvQhLDi6oEn9QJI0VkI1xop56aXiRrg7DcxaV9xFRe+YyNX38pfxWVYfcSiQ3ETFhdLNv27KvXxUb887lXgDUzZkxVYem5uIRDD/iJlb+0ZWLgztFaHcAIoyy8xJdUBaLOQtX47XddfiNmhQnberM/7R6NsrS9OWIq2Stx3KvJHqQP669Wi9vHDpXWYycuo7HLvJgiUpFca+S2zE9fC0ErzEkd+gMJPR7YM4kZrPTzvjsVdTjq+EW9reQpG1iGWnltUqj5OTExkZGU3q+v23IqUkIyMDJ6eqHTiq49+RfqA8Yd0VO7rBBf8HHyB74UKyf16ES9euFYZlfDOXzCNOgBOwgaxlG3AN9qHZgExEfgqRvq64GXUcTqo8CxJCMNB9IAszF7IvbR9dAro0yEerjSQNhGrPCaJxJEPbkWSnj483orjqnCrLDiQRsuwwz+XEIxxmAg4tAYMrhHSDbtOUm+e5lORvnzIX2k8qS5tckAY+FYuSy5wEcnW+mE06bulThR+6V7hyM0o7dl7KvWjvXuyFhbj2r9/w7vLomrUEwGrSQNvxSgZLt7or98Ldu3Du0b1C1kmndkqh76JDhzBcfRexha2I1DsrN4/k/VCQzsSuzVmwPZ6nFu3nSFIuL41vX+0x2vq2Jdw9nI2JG7mxzY01yhMWFkZCQgJpabWbfEwm03krnoagKcp1oTI5OTkRFlY5V1JN/PuUe4ndXe+CxsUF99Gjyfv7b+z/fQGNs2JrthcXk+mooA4Q/vVXFGzfQcbnn5O004uQDiloNIIW/q7EpFVts+/p2pNlecv4+fjPTUO5S0miTtDeUDGiVHa5GbHlY1KlJ2FBgZB8uqyzXN3Zm3uH8+WG0zwSmIxbcGuwOXx493yv/G37DCbPqVTJidgNoDVAa8VsgbPihmbd9S2WxfezsseXrD5h5vfUfdx2/AB2sxd3DmhOmHcVJpeSxcmUgxDRv84fPffvFQijEdd6zt1RHm2wcqOyFWuUdAlHl9XJ7x6UqFRL3Bm8b5haod0YFYXQ6zEdPozn1VeXdYyYCd9fC0WZePi35veHBvDcLwf4dksct/aJoIV/9dkUh4cPZ97heZzIOkEr71bVjtPr9TRv3rza/vKsXbuWrudMjpoCTVGuhpTp35NbpoRQR2Fdx8zP85prsBcUKJV5ULIG5q1YgT03F/+BHkTdE45r//4EPPYovvfcQ85pF4pOKN4jUf5unEqrOr+5UWOkg18HYnNjL/lHAjDbzBxKP8SWs1v4O/ZvCi0Vbec5halka7WEGSvmM1kWdD/XFL/KhLFX4+HpUzHAqFxFqpfGt6eFnysF2WlsSLBxJu8cT6D04yz57AUeXbCnYv6d2I0Q1hP0zuSaLHy3X9m/bu93OGef4Oc/l/NbjIXcE5vobN2PtsUgnr+6bdUf0r9taeZKqXMj66efyP17Bbb86nPM561aRdb33+M6cEBpYY5LgXD3Q2OwYyvWKk8k96yruE5TA0X7lFTULt0q/uiFwYCxXVvyV/+DvbicdbM0FYNiFtNqBE+Mjsag1fDp2hhqYkaHGbjp3Xh7x9uqyeUK5983c/dqpkSmhilK3qVXT/RhYaR/+im2nByyFy6g+MRJhJMT3k9/hNa7LKTd9647yfzqC3IPZuAMtPBzZcmeRArNVlwMlU+ll9GL5IL6TQZUFdmmbO5YcQfHs46XtoW4hvBo90cZ03wMAMdTFQUS7Voxpuy7rWfI8enILX0iYa0HFOcqCv7Az2WzbZScJl9P74n3JwWcMRn5b8YIXted5XnrDNYa/wPAYO1hHt+XyI7YLKb2bEYLDxtjk/YhBj3J9tOZ3DF3B6I4h1vLPZW+NzaY/cVGhh//EYpC6XTjq0oB6apwD1QyRW7/gtxdsSQvV9JIaFxdcRsyBKeOHfCcMKE0+lRKSdoHHwLgd/fdF36C64LeGZ3RrphlzpOS2qyGyMhKff4PPkT8XXeR/tFH0MMxMXFx3KDzU5WFaSHwdzdyQ89mfL81jnsGtaBVYNW5XrycvLi70928u/NdTuecpoXX+bmTqlw+/Ptm7gCtRpZWBhIaDYHPPYctL4+U117DlpNL8Ftv0nLVSrQte4FvVOlmWjc3nJp5UJSkuBRGBSiPv6fTq545eho9ySm+9LVUP933KadyTjGz70y+Gf0Nbwx4A0+jJ0+tf4rXtr7GzM0zeXrbawBEe5Q9aqfkmtgem8mkrqGKV4rRHZBKIetlj8OJFWUH2fsjzb9qi0GauWlwZ2ZOv4ZvW3/IHeOHlQ7xsaXy243B+LkZiF39FVcv642Qdv6z3ZX7f9iNu5OOHx8cVUF2f7KIOLtM8QC56i0w1lKgYfAzABSkuaH18SF87lxc+/Ujf906Ut+aRfy995bOSAs2bKD4xAmC33oT506dLuIM1w2t0aaYZc4TS0oKwmBA41k5CZvbwAF4TppExrxvEYWOp7GSmfsfj8LLXrBNSTZ17+AovFwM3Pr1dhKrSBtRwogIJZHZ5rObz1tWlcuHf6dyPwf3YUNptWE9Lf76k6i//sRr4kR0fn5VjjWG+VGcKZF2O60DFUVUWrHpHDwMHuSYcy5pMJO0mll+8jeGNxvGda2vo0dQD8ZHjef7sd/TP6Q/Px//mRWxK0grzmJIQSG+rmVZE5XKQDCuk8N8UJJI7chvymtBucXVX+8rDT4SKAE0n9/ag1v7VZz5dSzey9IHB/Cuy7zSNpNveyJ8XZg9tSsdwryg931w40LF3TRxN5GxPypxBG3HUyuuvvBkDKYCD5w6tMe1T2/CPvqQ6J07CHr5ZUz79pPxxZdIu53M779HFxCA59ix53taLwijhxVTlh5ps9U+uBzW1DR0AQHVJqbyun4KWCwYDx5UGgyuyvpGSenCv5SshEGeTnx/Zy+yi8x8/E/1aZxD3UKJ8IhgS9KWaseoXP6oyt2BEAJj8+ZoXGu2yxqbBWG3aLAlxxPl70a3cC++2nAai62yAvc0emKXdvItl66easzW2WRZC+h/Tp55g9bAZyM/Y/ctu9l802b+6vUqb6dllAZn2e2SX/cm0i7Yg5aOJxDaXgMB5bwtss8vyRIGNziuBH+Icsm/PrlzBIvv60ev5g5zwpi3IPoq8ImEI78pVZfGvF29OeYcpLMP5rgzGM9Z8POafB2u/fqR9v77nBp/DQXrN+A5YQLCULd8KheLS4AZu0WDqYbCFlVhTUpCFxBQbb9z587o/P1x2lnO373DdWXrRy5l6yhtgjwY0yGYP/afxWSp/ibTK6gXu1N2q3b3KxhVuZ8nugAlD7g1MRYhBA8Oa0lidhFL956tNNbL6AVwSU0z38avQiclfbOqqQTk8GkP0zjhLGWp2WP2quPsT8hhWr9y4fFaHYx9u+z9wcXKq28rpRrSY4fh6v9Bn/sqHuTutYorZO97FFNO7lnwjlT6Bj5RvfAuytNRXMSUSm6RNWFJSEAWFWFoXvGpQWi1NPv6K4Jffw2tmxvet96K7z2X2NZeDpfpiumrcFvdo0CllBSfOIExKqraMUKjwev66zHuP0DR/nI1bMe9T06sM2YRDme2KaUHgeu6hZFnsrLycNXXBEBr79bkW/JJKax+jMrljarczxO9Y4ZlOavkWBkaHUCYtzMrD1deOC2pTp9bXLeIwPPlcMZhfi1O4ubcPILya6n5WexIhWD04FhyHh/+c5Lre4Rx/blFpCMHwH2Ox3VLoVKcevLXcMP34BmqBCLpnStuE9IVrvkQ2owDJJzZqryGdIPh/61epsFPQ6epxDebVKfPK6WkYOs2Mr//HgCXnj0qjRFC4HXddUQuXEDQ88+hbcAiy/ohd+LUsSOZ332PvaDyOozp2HFOTZhIwdYy5W86cABbTg7Gtm1q3LfP7dOxG43E33c/qf/7H3azGbvBl7NbvYn5OgX59Sj4fDBISd8oX0I8nVi0q/rC2VFeys0kJrtm7xqVy5d/n7fMRaILVrxNrEnKTF0IQfcIb7aeqhytWaLcL9XM/fsDX+Nmt3NPVg6Y42seXJLnxuDGsj1JaAQ8dVWbqu28ge2Umfjxv2HU60o0al0i6YM6gs4ZEnYoNxNj1R4bpUT0hYi+yGrSmFozMsj+6SfshUXYCwooOnQQ0z5l5mps3RpDi6bn6RH47DPE3XQz6Z99RsB//lPaLm02Ut58k+Jjx0h+5VW8rp2EcHEh/cOP0AUF4T5iRA17VRbzsx96iPA9e8j48it0fn44d+5c2p9/1oh7aDKkHkYb2J5J3UL5v7UxfLDqBPcOaYFRV7EwRUsvJejqZPZJ+ofWPWZA5fJBVe7niS44DKGRmMsl/e/azIule8+SlFNUIemWpyNgKLs4u97lsNgsrE3YwLDCQtybD4ZTa8FqBl019uXSmbs7W2Ni6RjqiZ9bDUUkrvmw5v2dgzUtjeJTp3Hy7Yw2fhtYTOB64aXscv/8k+SXX8GWo9wYNa6uGFq0wOv663Hp2QOXbt1qrYzTGLh064bH2DFkLfwJ/0ceQeh0SKuVxP88QeHWrRhbtaT41GlS3/1f6TZRfy8vfSKsCUvLKJrdeQdxt9xKyptvla4PaQwaEjYHENYvFfe4zRDYnnsGR3Ems4j3Vx1n6b5E/u/m7kQHld1svZ288XXyVWfuVzCqcj9PhIsXRi8LpuNlkZxdwhWvhd1x2VzdqUy5l9QqzTGf38w935zPnINz6BnUkz7BfRBCkGXKYs7BORzOOIxeq6eZWzPybEWMMFmhx1WKci/MqD5ZVXE+EkGxcGJvQja39alDKto6KHYpJQUbNpDwyKPIoiL0fq40HxKH1svbUdHq/LGcPUvi08/g1K4tIQ8/jFO7dmi9vJqkMq8K91Gjyf3zL2JvmIrG3R3zmTisZ5MIePIJfO+4A7vZjCU+nrjbpuE2ZDCGiLqnBQYIeOI/pL73PvrgINxHjcKlZ0/ibr6Z1H0m3PJSEICHk56PbuzKdd1CeWTBXj785wSf3FQxYrajf0fWJ6yn2FaMUVu3alE7kneQkJfApFZ1M6WpNB6qcj9fnDxw9rGQE5OItNsRGg3tgj1w1mvZfjqDqzuVKdeSmXtdzTKZpkw+2/cZy04tI9ecy5cHvsTL6EULzxbsTt2NRmho69OWs1ln2ZS4CWe7nb59/lMWCVmYXoNyz8OmdWZnXDZmq53+Lat29awr9uJiCjZuJHvJEvJXrUYYjQS99CLJr75G+gEnArumVKqFWhek3U7yG2+AlIS9/z76kLpFeTYl3IcPw+uGGzAdPoy0WjBGNsdr4kR8ZswAQGMwYIyKotXGDRd0w3Lu0oWIb+dVaPO9807OPv0MhfuO4jq8rH1IdADD2gSw7ngauSYLHk760r5b2t7CnfF38lvMb0xpPaXW4+ab85nxt/IZhjYbipeT13nLrtJwqMr9fDF64ORjJuukGXNcHMbmzTHoNPSI9GbrqYr+7nqtHle9a63K/XTmSb479iO/xfyG1W5ldORoJkRNILEgkV9P/sru1N0465z5ceyPtPRuicVu4c9l9xN06DeMt9xbVryioIZFVbOi3DfFpKPTiDK3xAvAll9A3G23Unz4CBoPD9yGDSPgsUcxtmpF4eYNZK/7B//brkEz4FGklOT+sQx9cBDO3bohNDWv4Rdu30H+qtX43DHjslTsAEKvJ/jlmbWPq8cnEferroJnn6HgYDznOvPe0iec3/ed5fGF+/ji1u6laZR7BfWig28H5h6cy+RWk2uUR0rJS5tfKn2/Im4F10dfX2/yq9Q/qnI/X4zuOAUqsx/TwUOlvtZ9o3x5e/kx0vKK8Xcve8T1NHjWmD97//7vuXX3W+g0Osa3nMht7W6rEBI+seVE9qbuxcfJp9TDQa/RM8FkBadA0DuBq2MWXlBDBr/iPCxaZ5btT6JruBeuxvP/6m35+QghSHz8MYqPHSfknXfwuGo0Ql82G/S+7XZyV64hcZXEr/UpCrZsJe2995S+m24i6MXqvWek1UrGV18hDAb877//vOX7N6MxGnEKNFIUmw52u1Jly0H3CB+eHduWV/84zJZTGaVPbUIIpkRP4aXNL3Es6xhtfKr32NmStIUVcSt4pNsjLD25lH/O/KMq9yaO6gp5vgiBMTwEoROYSiIGgZFtA9EIeG/l8QrDPY2eNS6orj3+CwL4K+4MM43NFcVus0KRUjpNr9HTM6hnqWIvJSe+zJfcPQg0etj9LdUhi/NJNjuRkFXIYyNb1/gR7YWFZC1YiCUxEWm1kvTiS8TefAvHe/fhWPceFKzfQNCLL+I5flwFxQ7g0rMnAU8+Sf7atcROuZ60997D/aqrcO7WjcK9lfPmA4iCAnJ+/4P4u++hYONGAp97ttZgMpXKOLeLpijVijxRuUjMjb2aYdBqKhX2GBSm5LdfdHxRjfteF78OJ60Tt7a7la4BXTmUcUgNgGriqDP3C0D4RGD0OUxxTJmnQatAd+4Y0JwvN5zmum5lybk8jB41mmX258fTWuoIaD4Mfn8YdE6Kkk7YAY8dUtwQq6I4TymaAUpVoq43w54fwFoMOuXJIT6zkKPJeTjrtUQkp5BkduLREa3pF1WzvT33r+Ukz5yJ68CB+D/6CNk//QQoM29zfDyu/frhfUP1szbfO2bgNngQhTt3Ia1WvK67ltT/vUfOL78oCsFmw3L2LPlr15K3+h/8d+zgrN2O1s+PgKeewnvq1Gr3rVI9zsMnk7V6P6YNv+OcE6vkoOlwLQAuBh29W/iw9ngaL5Tbxs/Zj07+nVh4bCGxubE81PUhOvtXXAi32W2siltFn+A+GLVKttMlJ5dwIP0Anfwvfc4elQtDVe4Xglc4OsMeLJkVfdsfHxnNd1vj+OtgMgMdsTOeBk9SCspFAeYmwdE/oOedWKWN/ZiYoPOBqT/A54Ng9ctKtSOAs3ugdcVEW6Wc60ceNRx2zYWtn5Lm3YUvD2mYu78Qs1VJi7DckIOzczAPDG1Z68cznz4FQMHGjdiylCeIqFUrMZxHsQBjy5YYW5YdyxjdGnthIWduvY3ikyexZWcr7a1aUjhqJO2nT8epU6dabfIq1eM2bCQaw0tk/LaRsATHgqtDuQMMbu3Pa8uOkJBVWCFf/tuD3ub3mN9ZeGwhj699nFWTV1Wwv+9K2UVqUSpPtngSgLHNx/Lxno/5aM9HfDnqy4b5cCrnjarcLwSvcLT6YkznVKlxNmhpH+LJ/oRsBjrMl15Gr4o2900fYN32fywy2Fmfvo8iAT2cApTZdkQ/2DmnbGzy/hqUe34F5Z7p1QEfgFUz8QdukCHkdZnPxG5KBGrUL3YyXN3Kik3XgDkuDl1AAIYWLRTf7Oho9KGhtW5XE14TJ2LLzCJr4QKM0dG4Dx+uuAGGh3Nm7Vqcu3S5qP2rgNbLC59hbUlffhhTcx1O3hXzDQ2JVpT76iOpTOsXWdoe6hbKvZ3vxdvozWvbXiMuN45IT6U/uSCZmVtm4mn0ZHCzwQC4Gdy4s+OdvLPzHXal7Gqoj6dynqjK/ULwaobOyY71TBZSygqznE5hnszffgZbayVpebBbMJmmTNKL0vFz8oVjf7LAw51Z+z7G18mXCQUmRgQ6KuKEO5S7k5dSlCInAUw52HfOQ9P1ZiUjIig5vM15SqIu4GRqPjfOiWFHORGjxFnebBMDLbooDdYCrLpz0gZUgzkxEWPbNoR99BG5fyzDuUvni/bsEHo9fvfcjV8D5nr5N+Jz2y1krHiWnDgXnLwrLuRH+bvRLtiDrzaeYkzHIALcHYn1bVbY+gkD/VujEzrG/zoenUaHXqOn2FaMs86ZL0Z+gXO562dK9BQ+2P0Bq+JW0ZveqDQ91GfgC8ErHJ2THWw27DkV7emdw7wwWeycLVAWmwaGKoWT1yesh9Qj/GNOZZavN309WrHm2uW8lpqK1sWRurXteGgxBK77CukeRHZqPBu+fhrNqv+yZM6bnEx1RJlaCkHasRncWLo3kRu/3IpEIIUSYi6jRihVi9a9o4yXstTPvS5Y09LQBwSgMRjwunYSxiYY5q9SNdp2w3DytlCU7ljotpdlKxVC8OrE9mTkm7nlq21lWSOP/AYrXyTknzf4ePjH3NHhDqa1m8bIiJF09OvI5yM/r2Rbd9Y50yOoBxsTNzbUR1M5T9SZ+4XgFYHWqPxorFlZaL28Srs6hCqBS2dylR9Oa+/WBLsGszZ+LRO1MXzo7YmPzcYbwUMRjvzolASD6J3gtqVYbXaO57+DNS8Gi0wHLRhS9zPivfWEeTtzVTi8AMzdmc6rKXtp4e/K57d0R6wYAjGrEdd8CPvmwz+vKuYbjRakrU7KXVqt2NIz0PnXHg6v0gRx8sR57DSyfpyPtIEoTAe3su+ye4QPH0ztyl3f7uTPA0lc2zkQFt2udKYcpL9fpzrnmhkQOoC3d7xNulstSetUGgV15n4huPiiNSjK3Z5dceYe6euCUach3lFjVAjB4LDBbE3aysqEtcQYDDyZkYXf8hcg44RjfxUDij5ff4r9Oc60155hqOEIAKMC83hydDTBnk6sPaCkPjiYIZl1XUdWPTZYKas25RuYOl/J3ujjmG1/Mbg0r4xVV0XR6XOwZmSClKWpjVUuP5x79EHaoCjTADH/VOof0TaAFv6ufLslDjLLFUSXdji1rs7HKXkqPWw6fNEyq9Q/qnK/EIQom7mfPVGhS6fV0DrQvVS5g1LWrMhaxBPWMwRKDaMDuisdB35WXt2U6kh2u+S/vx7knb+PcSLiBrSdpyJajQS3IPS2Qh4Y2pKf7+3HsluUxc0nJw/hhp7hpRGHOHlCG0fVIS9HvpKMkxCnlFOry8y9+Ljip68Pa1bLSJWmimu/vmhcXMiO94ODv1TqF0Jwa58I9sZncyLR4cl1/bdKZayTK+t8nAiPCFp4tmBL3hYsdkt9ia9ST6jK/QLR9r0NAHtG5ajQNkHuxOeVBXj0CupFW5+2AAzReKC/5mOlI80R8ORQ7nM3x/Ld1jhu7x/Jk9NvgImfKi6SbcYq5hWAgnSMp1eCRkdIuxoen0O6Qv9Hlf/XzQLqNnPPX7MG4eyMS4/utY5VaZpo3d1xHzmS/AQD9uP/lAbElefabmEYdRr+2uUox+fkCc0HwekNdT6OEIL7Ot9HgiWB17e+rgY1NTFU5X6BaNsqbmG2zMr2xg6hnuSaJQu2nwGUH8GMDjNobhNMMYaAq8MGmn4MgA+25TD8f2t55Y/D9G3hy4vj2uGkL5d/2+AGZodyfycKdnwFQZ2UWprVodHAyJeh1z2Qqjw21zZzl1KSt2YNrv36oXFyqstpUGmieFwzHluhmeRtrsjDv1fslBJPZz0zBjRnd4wSU1GscVLy8WeeAkv1xbXP5armVzHCYwSLTyzmQPqB+vwIKheJqtwvEI13ACCxZVeeFV3foxkd/LQ888sBFmw4ACmHuApXfjsTR7RzoFLJSGuAwgwsGife35BMkKcTM8e347Nbu1d2OzS4gdWkuKyVEN6nboKWK4lX6FJzEFLxsWNYk5JwHza0bvtWabK49e+P34MPkhPrQvpnX5R1rPgvvNsKpOSp0dHc3FWJVp789X5e3mYHJJazB0nIKmTrqQx2xFZd/L08g92ViY6q3JsWqrfMBSKcPdEaZGmkZXmcDVoe7Wbk8+NGzOs/gLW/ga1Y6TS4KYWgbYqN8i/Zl2FtApkzvWeVxyk+fZq0rzfiYXTCIyu2rKNZr7oJ6tMcWl8F+SmYjTVngizcvh0A1wED67ZvlSaN3wP3Y9nxB+kbYjH+/gse46+FzR8qnS97ITrdwMioAXAIRnVpwd6UZmAC/TcjeM78NOvtShqC9iEeTO8XyZRzSzI68NR64uvky+EMdWG1KXFRM3chRLQQYm+5v1whxKNCCB8hxEohxAnHq3d9CdxkMLqhNdqx5VSd8VGnEYxuH4SrKblMsQPkxBOXUQAo9sn3TeO4f0j1xZHTP/mUvB0nSd7hiTy8tKwjrHblbi8owJKUhLzuWxL2d8Tjm2+QNlu1483xCWhcXFRPmSsEIQTBr72BztlG3iJHUrnQcmsp+xeWxkI8NLozX913FScjbwRgnuFtfrzWl6euisYu4clF+9kcU7XLoxCCtr5tVeXexLgo5S6lPCal7CKl7AJ0BwqBJcAzwGopZStgteP9lYXBDY3Bji0vX1nsnN0Rdn5TYUjv5r74UlH52118uWPeTuYzml1eo3nu1vH0iKw8o5Z2O+lffEneihUA2Iq1FCz+Arybw+NHFXfHWoi//wFODh3Gsd59yFu1Cudt2ysUZz4XS3w8+rCwy6bikUrtiLAuGP31FMfGwdpZZbn/S8hR1oUwuCKEoOVtn8DEzxBI+v05mvv9D7Dk/n6Eejnz5p9Hq100befbjlM5pzBZTZf4E6nUlfq0uQ8HYqSUccAEoKRUzDxgYj0ep2lgdEdrsGPLLYDsM8rfH49WGNIubxNDtPuwCiVaUF41i29d7+Bkaj4e135A90d/YmS7wCp3n/3TT6S99x6uAwcS9eVLGD0tJK6GYve+1VdbKkfxqVMUbtuG+5ir8LzmGvwffQSp11OwofqIQktiAvpmqgvkFYUQOLUIx5xWhOWvt5S21ledO0hZBwIl4K3LjTDMkXd/42yc9FruHdyCA4k5/LDtTJWHaevTFru0cyLrRJX9Kg1PfdrcpwLzHf8HSimTHP8nA5U0mBDibuBugMDAQNauXXtBB83Pz7/gbS+WVkYozMpn7+bVdHG0bVm+CCdTCjqTFe3aFwFYau3Nfp+xnNjenM1nz9DeV4Mx/Shr1x6resdS4vPlVxARQczk6zhlsRMw4xrEp39z6u21mH+dQFH//liaR2KrprCyxzdzcdJoODV0KHYPpZarZ0gwyZs2caSq8yUlAXFnyGwWTkwDn8/G/A6r40qSyWngJDzXzybtgDshvXJIzconu9W9tD7xGfmuEdg1BnavOzd4qQcRkTfTPPYHNqz6k0DhTCc/LS/8epD4UyfoG1KmOvLz8zEdV2bsS7cuJcM9g6bAlfQdXhBSyov+AwxAOopSB8g+pz+rpu27d+8uL5Q1a9Zc8LYXS9KkVvJo5w5SHvxFypc8lL/fHi773/G3+bP7ZYtnl8mIp/+Qjy/cK202e437zf7jD3k4uo3MWrSoYvvSpfJIp87ycHQbeTi6jTzaq7csjo2ttH3WkiXycHQbmTJ7doX2nXffI4927SbtNlulbSxpafJwdBuZ8e13F3AmLo7G/A6r40qTKfnNt+ThNm1l8ePeUn5zdd02Ova3cg3HbpJSSmmx2uSI/62VEz7eWEkuu90u+/7YV768+eULlrG+udK+w6oAdspq9Gp9mWXGALullCWJy1OEEMEAjtfUare8jNG6GrCbrMhcx8drN0HJqX4OfSc/zp8PD+TVCe15dWL7sojSKpA2G9k//YwuKAjPSRUrzHtecw3Ru3YSuWgRET/+gBCC+HvuxZKcXGFc+qf/h1PnTvg/+GCFdktEBPbCQsyxsZWOa46PB0AfdnGpfVWaJj7Tp4GU5CY411xrtxwyoD02s4Ck/YASfX19j2bsjc8uS2LnQAhBG5827E/brwYzNRHqS7nfSJlJBuA3YJrj/2nA0kpbXAFotYoXjG2HUqmIsf9TAkFKGPU6vJQNvlFEB7lza99IXAzVW8KklCS98F8Kt23Dd8aMKgtXCJ0O5w7tcenWjbBPPsaank7sjTdRsG07GV/P4ewLL2A5cwbPq8chtNoK21oiwgEwHTpUab/m07EAGCIj634CVC4b9EFBSmGUNFcY9ny146SUFJ88Sd7q1cTd/xQnfg3CGrO7tH9C1xA0An7dc7bStiMjRnIs6xgr4lZcks+gcn5ctHIXQrgCI4HySSzeAkYKIU4AIxzvrzi0Qpm92GL3gt5VKYl370a4dQmFziHQ5SbFp72OFGzeTM6SJfjeew8+t91a63iX7t0JnzsXa3IyZ6ZNI/Wdd8j78y9cevfGY/y4SuNtQUEIJ6cKtV9LMJ8+DTrdeVVbUrm8cO7ajaI8L2T01VX2m8+c4fQ113Bq3HgSHniQot27kXZB+u9llQIC3J3o39KPpfsSsdsrztCntJ5CG582vL3jbQosBZf0s6jUzkUrdyllgZTSV0qZU64tQ0o5XErZSko5QkpZe5jbZUhJZkibWYDRrawjahjbe/9fpWyP1SGlxJKSQvaChWg8PfG///46y+DcoT2h7/0Pr+uvp+W6dUTv3kXEvLnovKsILdBqMUa3xnTseKWu4pgYDOHhlQpeq1w5OHfpgj0vD/OpUxXaM7/9lpjRVxEzajTmxLMEzZxJ5M8/02rLZrz6tyBrXxHFx8sW/2/o2Yz4zCJeW3akgglGp9HxQp8XSC1M5ZF/HlHNM42Mmn7gIijJDGkr1pRWRaordrOZ/A0biBk3juM9enJy8BDyVq7EfcgQhMFwXvvyGDOG4FdeRh9Yew52Q0QE5ri4Su2mQ4dwatfuvI6rcnlRUsow84cfsKQq60T5GzaQ8uZbSCS+995DxDdz8J56A84dO6Dz9sZ/xvVodJKU118u3c/VHYO5vX8kczadZvWRistpnf07c0+ne9iWvI3DmWpQU2Oiph+4CPQuSrSnOU9XceZeC2effoacpcoyhHB2xnPCNRhbtcLYqhXOnTvXsvXFYYiIIPe337GbTKXJwfJWrcKakqLWMb3CMTSPxG3EcLLnLyB7/oLSdn1ICM0XLULr7l5pG110f7xbFZCxbQ+2vDy07u4IIXh+bFuW7Elk2YEkJpzj6Hxru1uZf3Q+t/55K9dEXcMLfV5Ap1FVTUOjnvGLQHfL1+hXPk1RhkHJhV0D1vR0shctAq2WnKVLce7aFZ8Zt+PaqxdaT88GkhgM4cqiqiUxEWNUFJaUVM4+9zxO7dvjdf2UBpNDpeERQhD20UcUHztG0osvYdq/n4Ann8R76g1oXKvJMOrTAucADRwG86lTpZMPnVbDsDYBrD6SytX+FU15nkZPvhj5BfMOzWPxicV0DejKhJYTLvXHUzkH1SxzMXS4Fqcu3TFl6mucudtNJuIfeIC02R+Q9r/3AAh46kk8Ro5sUMUOoA9VXB0tZxVvh7zVq7Dn5hLy1ptoztMcpHL5IYTAqU0bIr6ZQ9SqlfjeMaN6xQ6g0WCIUnIfFcdUtNWPahdETpGF41n2Spu192vPrEGzCHAJYF1C3as7qdQfqnK/SJw7d8VSoMNqMVY7JnPuPEz79hPy7rsEPPUULr17N5p9u1S5Jyp5vAu370AXEoyhZctGkUelcdC4utbZM8oQ3RWhkZgPVcxLM6i1H0adhj2p1iq3E0LQM6gn+9L2XbS8KuePqtwvEudegwAwpVR9gdtyc8mYMwe3oUPxHHc1vjNuJ2LeXDTG6m8GlxKdvz/o9VgSE5FSUrh9O649e6nJwlSqRfS5C4O7leIDDpfIomzYtxAXvZaBrfzYlWLDZKk622hbn7akFqaSXqQW0W5oVOV+kTh17ARCUGSuOuFW9s8/Y8/Nxf/hhxpYsqoRGg36kGAsiYmYY2KwZWbi0quOueFV/p0EtMXgo8ec5CgpuWomLLkb4jZxW99IMk2SV/+o2jOmtXdrAE7nnK6yX+XSoSr3i0Tj6oo+LAxzVtUzF9PRY+hDQnBq27aBJaseQ2go5sRECrYo6X9deqvKXaVm9H6eWLJMiu96kSNs5eQqBrX2Z2xzPT9sO8O++OxK2zVzVyY98XnxDSitCqjKvV7Qh4aW2rDPxZKQgL6JRX3qQ8Mw7dtP2vvvY2zXttQOr6JSHfoAP6RVYsvKgowYpfHonwBc3UKPRsDqIymVtgtyDUIndJzKPlWpT+XSoir3ekAfGnJZKXef26fj2r8/7qNHE/ruu6q9XaVWdMFBAFh2r4SUg+AVoRR4Tz+Bq17QPcKbNcfSKm+n0dEjqAfzDs9j9KLRJOZX/TtRqX9U5V4PGCIisaalVaqnai8owJqWhiG8aRXAMLZoQfjXXxHy5hsYW7RobHFULgOc27cBoGDtSqVhpCNi1VHZaUh0AAcSc8gsMFfadvbQ2fQL6cfZgrN8f/j7BpFXRVXu9YJzxw4AFB2omJCr2JFa19BcVaAqlzf68Cicfc3kbVHS/5bWYs1X0g/0dJSK3B2XVWlbV70rn4/8nN7BvdmdurtSv8qlQVXu9YBTx46Kx8z+iv685lOKh4CxRfPGEEtFpf4IaI97syJMiXmYi5zBsxnonOHIbxiKM+gU5oleK9hZhXIvIdo7mpNZJ7Haq3YbVqlfVOVeD2jd3DC2jKJo3znK/fRp0GjQR0Q0kmQqKvWEf2vcuyrXcX6Gv5LK2skTEnbQed9MnPRaOoR6suVURrXZILsFdMNsN7P57OaGlPxfi6rc6wmnTp0w7T9QdmFLienoUfRhYWpYv8oVgWHAjWgNNoqzHWrDnK+0mxXXyPGdQtgXn83SvZULeQAMDBtIkGsQL295meSC5CrHqNQfqnKvJ5w7dcaWnU3x8eNY09Pxfn82+f/8g6vqQ65ypdBxMgYPG+YipeA6NyiLo3nurQCY1i+SruFevPTbIfKLK5teDFoDHw/7mHxzPm/veLvBxP63oir3esJt6BA0np4kPf8CGd98g/7kSYJeepGgl15qbNFUVOoHjxCM/cZjSjEhzWaIGgoh3ZBCUSNajeCZq9qQU2RhzdGqyyZH+0QzMGwgRzOPNqTk/0pU5V5P6AMCCH7tVUwHD5L59RwszZvjfeONCJ2aVVnlysFtzATs+fkUbFWimzG4orUVlfb3iPTBz83A34eqN7s092xOYn4ixbbiSy3uvxpVudcjHiNHogsJBsDctk0jS6OiUv+49u+PxtWV1HfeIffPP5F6F7Q2U2m/ViMY2S6QNUdTq00m1sKzBXZpJy63ckUwlfpDVe71TNDzz6MPC8PUrXtji6KiUu9oDAYCn38ea3Y2iY//h5xDhYpyP7AIEnYCMKp9EAVmG5tjqs4E2dxTcQ1Wk4ldWlTlXs+4Dx9Oy1UrsTlm8CoqVxpe106i1bp16Js1I/dgtqLcF98BXw0HoF+UL+5GHd9tiaty9h7hEYFAqPlmLjGqcldRUTlvhEaDx+hRFJzMROTllnVIiVGn5d4hUaw5lsbNX22r5PfurHMmyiuKfelqEY9LiarcVVRULgjPa68FIPuoc1mjKRuAB4a25IWr27IrLotDZ3MrbdstoBt7U/dis1dtl1e5eFTlrqKickEYW7TAqX178nK8yxqLskv/vbZbGFqNYPnByp4z3QO7U2Ap4GiW6hJ5qVCVu4qKygXj1K49pkwdtpABSkNRWW4ZH1cDPSO9WXm4cp73XsG9cNI68ca2NzBZTZX6VS4eVbmrqKhcMF7XTkIUF5N63JE/qahi4rAh0QEcS8kjNbeiAvdz9uP1Aa+zP20/X+z/oqHE/VehKncVFZULxrlzZwqHDyP7jzUUpusrKfcBLf0A2HCislvkqMhR9AjsoSYSu0Soyl1FReWiyB8/Hq2vD6l7PZCFmRX62gV74O9u5Ked8VVmi+wZ1JMjmUeIzYltIGn/PVyUchdCeAkhFgkhjgohjggh+gohfIQQK4UQJxyv3rXvSUVF5bLFaMTvrrsoSjdiPn6oQpdGI3hkeCu2nc7kt32Vs0VeH309dmln1ZlVDSXtv4aLnbl/ACyXUrYBOgNHgGeA1VLKVsBqx3sVFZUrGLcRIwHI376/Ut+NvcJpH+LBR/+crNTn5+xHoEugGtB0Cbhg5S6E8AQGAV8DSCnNUspsYAIwzzFsHjDx4kRUUVFp6hjCQjH4O5N/4CzkJcM3YyH5AKDkmxndPoiTqfnkmSyVto3yiiImJ6ahRb7iEdVVTal1QyG6AF8Ah1Fm7buAR4BEKaWXY4wAskren7P93cDdAIGBgd0XLFhwQXLk5+fj5uZ2QdteSpqiXE1RJmiacqky1Z0SuXyWfof+r82E9MnCM7IIu9CxftDPIDTsTbUye3cxz/ZyItpHW2H7xZmL2Zy/mXeavYNG1N8yYFM8X/Ut09ChQ3dJKXtU2SmlvKA/oAdgBXo73n8AvApknzMuq7Z9de/eXV4oa9asueBtLyVNUa6mKJOUTVMuVaa6UyKX3WqVpwe1lkfbt5bW5zylfMlDyr+ekVJKmZJTJCOe/kPO2Xiq0vY/H/tZdpjbQcbnxl8SuZoS9S0TsFNWo1cv5jaZACRIKbc53i8CugEpQohgAMdr1Vn7VVRUriiEVovf489ht2owZeohqBNs+wxsFgI8nPBzM3IwsXIqgk7+nQBYGbeyoUW+orlg5S6lTAbihRDRjqbhKCaa34BpjrZpwNKLklBFReWywXnwBABMmQaIHgPSDrmJAHQI9eDQ2ZxK27T2bk2f4D58e/hbtYBHPXKxBq6HgB+EEPuBLsAbwFvASCHECWCE472Kisq/AK2XF1qjDXOeFgLbK43LngCblQ4hnpxIzafIXDlZ2F0d7yK9KJ0/T/3ZwBJfuVyUcpdS7pVS9pBSdpJSTpRSZkkpM6SUw6WUraSUI6SUmbXvSUVF5UrB4GbDnK+DoI5Kw8mVcHIl3SO8sdklu+KyKm3TM6gnPk4+7End08DSXrmoEaoqKir1it7VijlfC97NyxqLsunV3AcnvYYPV5+g2Fpx9i6EINo7miOZRxpY2isXVbmrqKjUK84tA7EW6ig+eRJu+EFpzInH1ahj1nWd2B6bydvLj1XarnNAZ45nHSfXXHnRVeX8UZW7iopKveLxwiIQgty/lkPbceAaANlKMewJXUK5ulMwS/cmYrdXjLHpFdQLu7SzN3VvI0h95aEqdxUVlXpFFxKOa//+ZMydi+noUfAMhdyk0v7hbQJIzzdzOKniDL2lV0uASknEkvKTOJZZeaavUjOqcldRUal3gl9/Ha2HBwkPPoR0C4a8MuU+sJU/AOuOp1XYxsvohYfBg7hcZZafZcri+8PfM2HpBCb/PpmXt7xMoaWw4T7EZY6q3FVUVOodfWAA/o88giUhgeICt1JfdwB/dyPtQzxYf45yF0IQ6RFJXF4cVruVG5fdyKwds4jwiGBs87EsPr6YG/64gSJrUUN/nMsSVbmrqKhcElz79gGg4IwFTDlgLpt1D4n2Z2dcFhn5FYOWwj3CicuNY8vZLSTmJ/JKv1f4efzPzBo0i1mDZhGbG8uO5B0N+jkuV1TlrqKicknQBwVhiIwk/2AyUlLBNHNN51DsUnLjl1s5muywvUtJhE2SXJDMsxufpZl7M65qflXpNsPCh+GkdVIrN9URVbmrqKhcMrymTKHwSBzphyqaZqKD3JkzrScF+fn8MfdtcrMz4MjvDN78FZ2cg+jk14mPhn2Es865dBuj1kiPoB5sStzUGB/lskNV7ioqKpcMn9un49q7G5nH3bCnn6nQN7RNAPOj1/OE6SO2L/kIsmJpa7bwg0cPPh3xKVFeUZX21z+kP7G5sSTkJTTUR7hsUZW7iorKJUNoNPjecSd2s4bcNZVn3OFFhwE4e+YkZotZadRoK40rYVDYIAD+OPVH/Qt7haEqdxUVlUuKy8AhGDzs5Kw9pwSf3QaJSi4ZT2sGazesV9o1umr3Fe4RzuCwwXx94Ot68X1fn7CeQ+mHah94GaIqdxUVlUuKEAKXMCPFqeekFUg7BuY8AK52PsQo2zoArLJmtTSz30zcDe48se4JrHbrBcv17aFveWD1A9z05018c/AbCiwFF7yvpoiq3FVUVC45Wi93bAVWpN1e1pjgcGkM74fOXJbn/UB8Ro378nP24/k+zxObG8uGhA0XJM9fp//inZ3vMDJiJD0De/LervcYMH8Ab2x7o6SC3GVP9c8/KioqKvWEzscLZCa2nBx05iRYNAPSjoCTF3SeCmfK3BuPxydzaGscV3UIws/NWOX++gb3BSAmJ4ahDD1veTZseB0/KXh7wJtIjYbdKbv5LeY35h+dz97UvUxvP52RkSPRa/QX8nGbBKpyV1FRueTovDwBsCUnolvYv6zDvw10vlGxs1tNsOxxPLTF3PfrQd75+xgL7+lDmyCPSvtz0bvgafQkuSD5guQ5ZUqlld2OLnE3RPSld3Bvegb1pJNfJ74/8j1Pb3ia5zc+j7PemVC3UJ7r/RxdA7pe0LEaC9Uso6KicsnR+vkAYP35iYodBhfQGaDrzdDzDvBvy1Wt3PjjoQHotRomfrKJ15cdxmy1V9pniGsIZ/PP1un4OcU5LD6+mEJLIXa7jVN6PS3MVjha5nWjERpuaHMDSycu5ZPhnzC9w3TGtxhPWmEan+z55MI/fCOhztxVVFQuOfrgIADMJ/bhetd/4Z9XlY7Rb1Yc6B6EyEmgQ6gnSx/sz//+PsaXG07j42rkviEV/d5beLVgXfw61sWvI8OUQVJBEskFyfQN7suY5mMosBVwLPMYO1N28n/7/o+c4hw2JG7ggQ53UqTR0MJigaPLYNRrIETpfjVCw6CwQaVul4XWQtYnrL90J+cSoSp3FRWVS44+OASExFKghY5TYMDjikItp1QB8I+GPd+DlIR6OfO/6zuTV2zl7b+P4mrUckvvCDQaZZvrWl3HslPLePCfBwEQCCSSX0/+yswtM5UEY45Yp15BvWjv255vDn3D6jOrAWjhEgQpJyHjJPi1qlb2Vl6t+PXkr2SaMvFx8qmfE2Kzwom/eS9hBZERg7m21bX1s99yqMpdRUXlkiOcPdC72DCbvcE7ovqBQR3BnA+bPoABjyKE4KMbu3L3d7t4cekhFu1K4Ls7euPprKdnUE9+ueYXcs25BLsG4+/iT05xDh/v+RhnnTOFyYX079SfMPcw2gpnhEcooyJH8f2+L7Ac/YMOYQMdyj2mRuUe7hEOQHxefP0p928nsDt5B9+EBHKLsxdcAuWu2txVVFQuPdKOk7eF4lyXmsd1vB7aXwurXoKYNQA46bXMnd6Td6d05tDZXF7+vSzoqJV3K7oHdifELQS9Ro+fsx8z+83k6V5PM9RjKKMiR9FO6hEf94Stn9LBrwNvdXmE/6Vl4OTbWtlJXs12+2buzQDqNeWBNXk/nwYE426z87Bbm3rbb3lU5a6ionLpaX8tTv1GY07NxZZbfY1U06lYErd4YsrSQcrB0naNRjC5Wyi/NPuJxD2rWLo3sdp9VGLN62C3wKm1yvuSgh/ekSA0kFuzcg91C0UrtOxJ3VP3Y9aEzcoHLhq26ew8np2Lc+qlKQquKncVFZVLj1aH06jbADAdPlztsNR33iX3z785vcKf/FV/waElZZ0FaXROWcJC46s8smAv//lpX+0BR6lHlX0Y3CF+u2LrtjiKfRjdwD0YsuNr3IWTzomJLSfyy4lfSMyv/aZil3bi8+KZd2geD65+kLe2v8WyU8uwS8Xjp3jTbH70cGe8RzSTXSIg83St+7wQVOWuoqLSIDi1b6cUzl72Z5X91qwsCjZvxvumGzF4aklbfgx+ng75aZByGLZ/UTp2ZqccFu9OqFSqrxInVymvQ58DSwEk7yubuetdFBv/2dpn5Pd2vheB4PN9n9c4zmK3MH35dMb+MpZ3d77LiawTLD6+mGc2PMPUP6aSb8vn+12zMWsEo327wPQ/4fpvaz3+haAqdxUVlQZB5+2Nz7RpZP/8M9mLF1fqz5wzB2w2vKZOxWtQW0yZBsW7ZtdcmHs1rH+ndOz04/cR5mxm8e5aZtJntoB3c+jgWLCM2wJxjmhYvTOE9YT0Y2SmJLD8YBKPLNjDtlMZlZ4IglyDGNtiLCviVmC2mSsdxmK38MepP5ixfAZ7UvdwX+f7+Gb0Nyy/bjnbbt7Gq/1fJSY7hpmJM/nMy5POpmL6+bQHJ4/KHkP1hOoto6Ki0mAEPPEfio8fJ3nmyzh37oyxZUuk3U76xx+T8eVXeE6ahFPr1shBV8FvhzBl6dGveU3ZeMw7YHCF4lxY/gyzAlZy24Fx/GdkayL9XCsfTEpFkUePAfcg8GmhvD/meHJw8cMSNRL9P6/yxocfssg2GICle8/SLcyd74YU4Nr+qlLlOypiFL+e/JXNZzcT4BLA2vi1+Dr50tyzOZ/88zi7rTkE6Fx5PWws1wQNVJ4KUFw0J7acSHPP5ny2/v/ITf+HZzKy0Gv1JGYXYbdLmvnUstB8AajKXUVFpcEQOh0h777DqTFjSZ75Ms2++pKUN98ie+FCPCdNIuilFwEwtGkPgClbh3sYYPSE3neX7ShhB32PLcGgHc/kzzZzS58Ibu/XHE+XslwwLoXxUJQJ4UoeGsL7KYrdO0KxwXs14/Od+TwITIi0c92wPrQKdGPZ/iRO/fUBrovm8MziR9ntMYzXJ3WkT7M+GLVGHvrnoUqfy91m5/msbK7PO4PmxBHY/A08sk+5GTl5QOJuOrsHMc1lMH2S5mP2iuLjxJZ8vmA9XSO8+XZGr3o/1xdtlhFCxAohDggh9gohdjrafIQQK4UQJxyv3hcvqoqKypWAzscH//88TuHOnRzr0pXshQvxGDeO4DdeR+PkBIA2IAInHzPZMa7YzKI0NXApIV3RWAr58bZ2dAj1ZPaqE0z7Zjs2e5k5xTPHsXAb0U95jRygKPusOGRYD5bsSeDDNbEUaVwY2ExP3yhf/NyMTOsXyW09AgC433klYUXHeWzhXkDLs72epYt/F57p9QyrJq9i+XXLebv/G/ySmMzUbg+gMbgpx7IVw3ttYM5VYDHBl0PhvbaEH5iNWePMmLSHeHdVDJ2aefL6xA6X5jzX036GSinTy71/BlgtpXxLCPGM4/3T9XQsFRWVyxyvyZPRGI0Un4zBGB2Nx+hRiPK2Zxc/grrlELvaj6QdXoT2y6KCZdpVUb5dvS3Mvb0Xv+xO4PGf9jH2gw1M7x/Jjb3C8co+DG6B4NMCKSUFkSNw0+jAbmV7suSxTfvoGOqJwewNprKUw8RvJyrmewDCCw/xmeE1OmbN5vklB3j6qnFc1/q6Cp8l1LRN8cLxCIU7VsL/9S3rTD0EOWX+8SGFR3nE8gCdO3flh9FtCPJ0qq9TWolLZZaZAAxx/D8PWIuq3FVUVBwIjQbPCROqH6Az4Oxnwb+PC2lbBKbMfJzL97v6Ka8FqeDXkkldQ8ksMLNoVwLP/nKAvw8l807aIbY7t+Ot/9vMydR8ck1WfvXoRBfzbv6JszCmQxCf3NQNzefekLQP/noGWgyG3x5W9gswZS6Gn6fzRvQpntptZNPJDBbc3aeijXzvj8prSFcIbAdPnVa8fE4rxUe2/fgyvQE7gm3+N/DK7S9XMB9dKurDW0YCK4QQu4QQJUaxQCllkuP/ZCCwHo6joqLyb+LJU3i+8gsARZnnKEM3ZeZOvqKEhRDcObAFSx/szz2DWmBKi8VfprNXtMWo0zK+cwgPDI1irVYx0RRo3Hl0RGslT43RQwmY2vZ/MH9qmWIHaDsB3EO4Lu4Vdrb7GR9TPGPf/4dbv97GH/vPKl41lkII70eBTztOpOQxa30q1+U/wWPycQB6ZP4OQM69+yhuNxVDzFGkubLHTX0jLrbqiBAiVEqZKIQIAFYCDwG/SSm9yo3JklJ6n7Pd3cDdAIGBgd0XLFhwQcfPz8/Hzc3tQsW/ZDRFuZqiTNA05VJlqjuXVC4pCXz8EWxRzUh/8MnSZq21kIEbbyTXvSW7u71byZ0wMHktbY++z87u75Pv3qK0XWfJp/Xh/3G4+R3gEQbAwPU3oLWbKHBphmthPBk+3fDN3A3A2iFL6b31HpxNZXnjVzldxfPmaaQUSsLcBD/Z/8Nx2YzpRY+Ujon21uDvouFBzWI6FGwiPnwKacYuuMybh+vRowCkv/oKNn//izo9Q4cO3SWl7FHNuZP19gfMBJ4AjgHBjrZg4FhN23Xv3l1eKGvWrLngbS8lTVGupiiTlE1TLlWmunOp5Up5/315OLqNLNi+XZqTk2X2H3/IjB9+kCf7tJVnxzST9rgdZYOL86Xct1DKX+6VlleCpLRZaz/Ati+knH+TlDablId/k9JcKOVLHsqflFJu+VT5/+AvyutrwdJitckftsbJ6z/bLHNeCpZ/vnWznL3yuPx1T4I8kZJb6RB2u12emnStPNSho4wZN04ejm4jY6dPl+bklIs6N8BOWY1evSibuxDCFdBIKfMc/48CXgF+A6YBbzlel17McVRUVP69+N11F7m//0HctOkIJydkYWFpnznLFfd/luM23TF53Tgb1r8NQI5Pd3w12toP0Osu5Q+g7fjK/b3vhe7TQe9M/oZN2LZ+j6cpi5s6e3JT1meQVMCYfl0ZM7D6zJJFe/ZgOnyYvJtupN2LL5K1YAEpb77FqTFj8L37LvzuvbeOZ6PuXOyCaiCwxLHKrQN+lFIuF0LsAH4SQtwBxAHXX+RxVFRU/qVoXF2J+HYeWQsWYklOxufmm9B6eZHx9Vdk/7yYjMWrcJn6BBqDAfbNL90ux7MdvudxHCklhdu249K9G+KuNWAtVjqEQOqcyPjsM9JmLwO8sb72MD7G5QisSpnAHjNq3HfGnDloPT0p6t0bAO+pU3Hu1o3Ut9/BXmQ6zzNSNy5KuUspTwGdq2jPAIZfzL5VVFRUStCHhhLwn8crtAW/+houGb9y9p8UEu5/gLAnrkeTU5YELNur/Xkdo3DLFs7MuANj27YEPP4YbgMHlvalvjWLzHnzcB8+BPuRVaQu2Y2ltQtBj92n5K2pAWt6Ovmr/8H37rs5aywr+O3UujXhX315XjKeD2puGRUVlcsWz3teILhXFgVbNpP61F1KMrAQpZB1nnvLOu/HbjKR+sEHABQfPUr83fdQdOAAUkrMCYlkzpuH15QphH70Cc2W78MjopDsGBfyi6KRFgu2/IIqM1QWnzpF4qOPgZR4jB1bPx+6jqjpB1RUVC5fOt2A1/AfKEjeT268E4HTRyPGzoK8ZOSR1Nq3Bwp37ODsM89iSUwk9KMPce3Th5gRI4m7+RY0bm7YMjMB8Jk+DaHRgMGFgJfewfT0m8Q//gLwAgCGllE4t++APiwMrYc7ltRUcpb+hrRYCJo5E6fo1pBUt4Le9YGq3FVUVC5fhICr38NtzUByz7hgirgTZxcfcPGBOih3KSXJr7wKUhL+zRxc+yrRpcFvvknWgvnofHwpOnAA5w7tMUaVFejW97ue5suvJvevv7AkpyCLTRTt2UvBtm1Yf/sNpETo9RjbtiX41Vdwio6+ZKegOlTlrqKicnnj1wq3x75G3PocZ+59AN8778D3nnvqtKklLo7iEycIfP75UsUO4D5sKO7Dhpa+r8rkonF1xWvy5ErtdrMZe0EBWi+viikVGhhVuauoqFz2aDtfTcT8SMWj5YMPMR05iqFVSwqcnNF6uGNs2RJhMCCtVmW2r9EghKBgyxYA3AYOqHH/56OkNQaD4rnTyKjKXUVF5YrAuX17Qj/8kOQXXyT750V4r1jBGT4FQBiNGMKbUXziJAAaDw9a/LqEgi1b0QUHo4+IaEzRLwmqcldRUbliEEIQ9Mor+Eyfzo4NG+jath22rEyK9uyh+MQJ3IYMBZ2WjP/7jLPPPY9p/37cx45pVPPJpUJV7ioqKlcUQgiMUVFY4+Nx7a0UwfC46qoKY6xJyeT8+isad3d8brutMcS85KjKXUVF5V9H8Jtv4P/wQ2j9/JqEffxSoCp3FRWVfx1CCPQhIY0txiVFjVBVUVFRuQJRlbuKiorKFYiq3FVUVFSuQFTlrqKionIFoip3FRUVlSsQVbmrqKioXIFcdIHsehFCiDSUik0Xgh+QXo/i1BdNUa6mKBM0TblUmeqOKlfdqW+ZIqSUVVbZbhLK/WIQQuyU1VX/bkSaolxNUSZomnKpMtUdVa6605AyqWYZFRUVlSsQVbmrqKioXIFcCcr9i8YWoBqaolxNUSZomnKpMtUdVa6602AyXfY2dxUVFRWVylwJM3cVFRUVlXNQlbuKiorKFYiq3C8QcSWWbrlEqOeq7qjnqu6o56pmLhvlLoRoarK6AQghtI0tSHmEENcIIaIaW45zKD1H6g+yVrwAhBBNqtaCEOImIURnx/9N5Tt0KvmnCcnUZGhqCrMCDkX1eGPLUYJQCBBCrAW+ApBS2hpXKgUhxAghxBbgayC4seUBEEJcLYRYBbwnhBgEIJvACr4QYqIQ4tXGlqM8QghPIcTfwHIAKaW1kUUCSq+rDcBsoCs0/ncohBglhNgMfCyEuLkpyARN77pqkspdCKETQjwNfAi8K4ToIqW0N/Ys2XEBmRx/nYQQY6DxniocNxs3IcTvwAuOv61ARGPK5Th2JPA68BFwBLhbCHFnY8nlOFdahwzvAs8IIQY2tBw1UARkAx2EEFOg8Z4KHefKWQjxE8o19RqwCHBpTLkcx/YHXgHeBn4AbhBCPOvoU6+r8kgpm+QfMBHlsetRYFtjy+OQSQO0A94CJgBbGlsmh1w3lPv/QeCnJiDTcOBjx/9OwBBgH+DtaBONJNcQwB24C1jb2OfJIZMWCAQeA8YByeX6GuU8OY49odz/tzT29Q4IoAPwebm2dkAm4NeY56spXldNZuYuhHhYCPGWEOJ6R9MyKaVJSjkbCBBC3OQYp28Ema4DkFLagbNAa2ATkCSEuFcI0aqhZDpHrikOuRY62jVAFhAvhDA2sEyThRC9yzUlANcJIYyO73EtsBl4sYHlelgI8WXJUwOwTkqZJ6X8EnAVQtzhGNdgv4VyMs0QQgipmPZygaullH8A+4UQLwohOkgpZUPZk8vJdReAlHKpo10LnAYOCSGaNYQs5WSaJoQY6ZBHAvlAPyGEj6PtMPATyhNiQ8rV5K6rSjT23QXlbvwYirKcjPIIPx0IKDdmEpDYBGTyAXoALznGPQEUAL873usaSS7/cmP6AUcb8FwFAOtQbnq/Appyfd8Cs8vJ3hnl8T6wgWSbjmKmusoh47NAVLn+McAhHE8TjSTTc0CU4zy+5hgzA7ACOx3v9Y0kV4ty/R2BHYB7A50nb8e1kgTsB7TnXFffnTN2G9D833pdVfXX6DN3qZyNocALUspFKMqrEzC63JglwHEhxBOgLPI0gkxdgJFAMjBQCPEncDuKoj3l2PSSLq5WI1dnlIusZMxmIEEIcc2llKXc8VKBpQ4ZkoB7ynW/DIwTQrR3yG4C8lBmXw3BcGCWlHI58B8U89DN5WT/i7L1APeSJ6EGlskITEGxuY8RQqwAHgb+oSwNdkMsrp4rlwHFFAOAlPIAyvc3tQFkQUqZBawA2gK7qPjE9yBwlRCip+N9AYrJz9wQstE0r6tKNKpyL/fIshMYCOA4YSeA9kKI6HLD7wPeFkIkA6GNINMxFEXaFcXksENK2R7lYh8ihAh1KLCGlus4yrlq4xjnARwFLJdKlipk+gg4jPJjvFoIEeyQLwbFe+dTIcQAFGURANgbSK49KDZspJQ7gS1AqBCif7nhTwNvolxzQY0kUwtgALAS2C6l7CKlHIVyXTVvoOvqXLm2opyrAY5xAvgbcLrUZqJy+/9WSpkNfApcK4SIcMiXizJx+K8QYhrKom97LvGkoSleVzXRoMq9ZJW95MuTig0b4CTgLoTo6Hi/DvBEWaBACNEF+BJYDHSTUs5rBJnWO+RJBe6VUr7kGJ8J9JdSJtaXTOcpV8m5cnOMywXCUBbo6pXqZJJSWqTiurcZ5cbySMk2Uso3URT8HUA0cIeUsugSyFZ6LZc7V5sAjXC4YQIHUZ4uQhzbtERRHL+iXFf1areto0yHUCYL7sCLUsoXyu0iXEp5uj5lOg+5DqKY2kpu1BLlxlxwKW4258gkHa8mx+sO4C8U76uSMR+juGd2R/EOmyKlzKlnmSrcxJrKdVVXGkS5CyH6CyHmAS8IIXxKvrxyi6PbUR49RwkhdFJZJAlFsW8DZAD3SymnSCnPNpJMh1Auoq5SSpPD/alEydXbjKEezhXAVCnl3AaQSXvODyAd+A1oLYQIE0pMgLeU8lvgHinl9VLK5HqUq5cQ4mGo8MMrryhOoCjPG4QQWillAspNL9LRnwM8KKW8th6vq/OVKR5FKURIKc2Oc6pxbF9QHzJdoFwJKDPOyHK7eUJKOacBZBJVLER+DLQUQrQXQgQKIVpKKf8BHpNSTvv/9s42xIoyCsDP2c1MWU3FrM0IUZOKMDNTiczPCgJxwYIkNCMqf1QafUKImoYUEkT0IUEahVqWSkrRD4lMf0So2ReBRR9CUqJlguSP9fTjvNeum+3e687MPY7ngWE+797nzsy+78w75z2T1fGr8noNeEIs9LKyvBICWvh5dTrkXriLyFCsFvsYKxyXisitYFd8afw91twwDHgyffQYqc1RVfelNj8PTj+l9e1ZX8Fk4ZW2+bsgp3ZVVRHpKRYV066q27AT/2vsrmJg2jbT9lARWQBsxCqcSn+D5vRdlYLiCPAp1q69IlWQ/bGLBVT1gKrudeDUr8qpvbqga7DXiX2Vts3sGHbhpGr9WnqJSOWO9Je0/VfYedU3Lc/sOVeqWJdjaXl3AKOBRSJyYYfvKvS8Om00/yfLdwDr0vQALA70FaA1LVuG3bYPAS7Hrvx2Aiupirwou5NXrxqcngbeBIak+XlY09Wz5BjlgfUzuAaYiYWhdVy/BFif9lMrsBprR15JVeRF2Z28etXgtAjYAIxM87Owi73n8jqvsP4GDwAj0vxg7EJqSKOP4Wn9nhx20PS0g8an+aFYLXhpmq90AnoYe4i0Bhhe9fkWoF/Znbx6ZeA0rXo+R6/mNJwHfAA8lJY3YWF7azg5PK2JjMP4PDp59crAaTw5hDpWeV2X5gekcc803gSMSdMjizqGmfy2DHdSK7AZu11ZiIUC3ZLWrQAeqTqos7Ga+fzqnZTDgXPn5NUrA6e8rvA686q8bGYqFgo38BSfL3pfNcTJq1cGTkWeVzd32KZP8rq4qGOY6W/McGdNBx6vmp8HvJemZ2C3L+PS/BRga947yqOTVy+PTv/jdT+wscM2Tdht8ZI0PzaNc+mK7tHJq5dHp068NnXYZiqwJk23AJfl7ZXl0K0HqiIyR0QmiXV134q1vVY4iMVgg/Ue241lB2zBYlJ/FpHecPKT8u7i0cmrl0enGrwOYVdZJyI90vcvw6IbDgOjRUQ0/SeW1cmrl0enGr2+TdtVItP6Y6k87sZ6545Kvpl65UXdOaNT6NtFWNvTceAH7CHbfFXdLyI91CI7WrGdg1r42wtinRBex6Iu5qjq0Sx+hEcnr14enbrhdTx9bhiwCns2sEAziqzy6OTVy6NTN7wqHQBnYD1P38CS832ZlVch1Hkr05zGI4C3KsuwHoobOmyzGZiWpgel8Tlk/6DGnZNXL49O3fSqPPwaBEwuu5NXL49O3fSqZJicBdyWtVdRQ01X7in+dCnQLJZTpS8pj4qqtovIfOBXEZmoqp+IyLnAASwfzDNYfpFJavkijtTynWeik1cvj04Zek1Wy2/ze1mdvHp5dMrQ60ZVXZuVUyPoss1dRCZisdT9sa7vS7G8JZNFZCycaDNbjMWAgoU3zcXatfpgNeIfWUl7dPLq5dEpY69DZXby6uXRKWOvTFMZNIQabm0mALOr5l/GknjNBXamZU1Yu9Y7WF6TsVhazlF53G54dPLq5dHJq5dHJ69eHp08ezViqGVn9ca62Vbapu4ElqfpL4AH0/QYUk/G3KUdOnn18ujk1cujk1cvj06evRoxdNkso6pHVfWY/ptX4SasfQosn/kVIrIFWIvdDv0nm1rWeHTy6uXRyauXRyevXh6dPHs1hDpqxGbsduZDUvdyYDiW9OgGYHDRNZNHJ69eHp28enl08url0cmzV5FDPZ2YjgM9sLSuI1PttxA4rqrbNeN85mewk1cvj05evTw6efXy6OTZqzjqrA3HYzttO/bShYbXTh6dvHp5dPLq5dHJq5dHJ89eRQ2VxD01ISKXYEmjnlfVY/VUInnh0Ql8enl0Ap9eHp3Ap5dHJ/DrVRR1Fe5BEATBmUFDX5AdBEEQ5EMU7kEQBCUkCvcgCIISEoV7EARBCYnCPQiCoIRE4R4EgIgsFpFHO1nfJiJXFukUBN0hCvcgqI02IAr34Iwh4tyDsxYReQq4C3tRxD4skdRh4D7gXCwf+Gzs3Zlb0rrDwMz0J14CLgCOAveq6ncF6gdBp0ThHpyViMi1wGpgHPb6wF3Aq8AqVT2YtlkG/KaqL4rIamCLqr6b1m0F5qnqXhEZh6WVnVL8LwmCU1P3C7KDoCRMADZqesm3iLyfll+VCvV+QAvwUccPikgLcD2wvipbbM+8hYOgHqJwD4KTWQ20qeoeEZkLTDrFNk3An6o6qjitIKiPeKAanK1sA9pEpJeI9AGmp+V9gP0i0gN7i0+FI2kdqvoX8KOI3A72sgcRubo49SDomijcg7MSVd0FvA3swV7o8HlatRD4DNgBVD8gXQc8JiK7RWQYVvDfIyJ7gG+AGUW5B0EtxAPVIAiCEhJX7kEQBCUkCvcgCIISEoV7EARBCYnCPQiCoIRE4R4EQVBConAPgiAoIVG4B0EQlJB/ALcMOQmMpYVAAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 计算MA，std与绘图\n",
    "# 这里的时移均线主要靠的是pandas的rolling实现。但是在开始计算以前，首先我们要对下载下来的df_daily做一些处理，按照常规的时序分析流程：\n",
    "\n",
    "# 将trade_date设置为index, 并且用pandas的to_datetime转成timestamp\n",
    "# df_daily.index = pd.to_datetime(df_daily['trade_date'])\n",
    "# 2. 将数据框升序排列（原本数据是按照从新到旧的顺序排列的，在分析的时候这会造成问题）\n",
    "\n",
    "df_daily = df\n",
    "# 然后就可以计算MA以及std了\n",
    "\n",
    "rolling_days = 20\n",
    "std_multiplier = 2\n",
    "df_daily['MA'] = df_daily['close'].rolling(rolling_days).mean()\n",
    "df_daily['std'] = df_daily['close'].rolling(rolling_days).std()\n",
    "df_daily['upper_bound'] = df_daily['MA']+df_daily['std']*std_multiplier\n",
    "df_daily['lower_bound'] = df_daily['MA']-df_daily['std']*std_multiplier\n",
    "# 绘图就只要用\n",
    "\n",
    "df_daily[['MA','close','upper_bound','lower_bound']].plot(grid=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "43524f19",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
